| ID / Name | Triplet | Vertical | Capabilities | Description |
|---|---|---|---|---|
|
AR collections & dunning automation enterprise-financial-ar-collections-dunning |
enterprise financial finance | inference retrieval agentic evaluation | Automated payment-reminder cadences for unpaid invoices: polite first reminder, escalating tone, payment links, exception flagging for accounts needing human follow-up. | |
|
Financial close acceleration enterprise-financial-financial-close-acceleration |
enterprise financial finance | inference retrieval agentic evaluation | Reconciliation prep, journal entry suggestions, variance commentary drafts, anomaly detection during month-end close. | |
|
Invoice coding + approval routing enterprise-financial-invoice-coding-approvals |
enterprise financial finance | inference retrieval agentic multimodal evaluation | Receive vendor invoices, code to GL, route to approver based on amount + project, flag duplicates / unusual patterns. | |
|
AR collections & dunning automation enterprise-general-ar-collections-dunning |
enterprise general finance | inference retrieval agentic evaluation | Automated payment-reminder cadences for unpaid invoices: polite first reminder, escalating tone, payment links, exception flagging for accounts needing human follow-up. | |
|
Cash flow forecasting & alerts enterprise-general-cash-flow-forecast |
enterprise general finance | inference retrieval evaluation | Project cash position 4-13 weeks out from AR/AP/payroll trends. Alert on shortfall risk before it bites. | |
|
Code review + PR description assist enterprise-general-code-review-assistant |
enterprise general it-eng | inference retrieval agentic evaluation | Surface logic issues, style violations, missing tests; suggest PR description from diff; flag security-sensitive changes. | |
|
DevOps runbook + incident assist enterprise-general-devops-runbook-automation |
enterprise general it-eng | inference retrieval agentic evaluation | Suggest first-step diagnostics from alert context, link to runbooks, draft incident-summary updates, post-mortem skeletons. | |
|
Expense + receipt categorization enterprise-general-expense-receipt-categorization |
enterprise general finance | inference multimodal evaluation | OCR receipts, categorize against chart-of-accounts, flag missing approvals, sync to accounting. Eliminates the monthly receipt-reconciliation slog. | |
|
Financial close acceleration enterprise-general-financial-close-acceleration |
enterprise general finance | inference retrieval agentic evaluation | Reconciliation prep, journal entry suggestions, variance commentary drafts, anomaly detection during month-end close. | |
|
Internal knowledge / docs search enterprise-general-internal-knowledge-search |
enterprise general it-eng | inference retrieval evaluation | Semantic Q&A across Confluence/Notion/Slack/Drive: who owns what, how do we do X, where is policy on Y. | |
|
Invoice coding + approval routing enterprise-general-invoice-coding-approvals |
enterprise general finance | inference retrieval agentic multimodal evaluation | Receive vendor invoices, code to GL, route to approver based on amount + project, flag duplicates / unusual patterns. | |
|
Internal IT helpdesk (tier-1) enterprise-general-it-helpdesk-tier1 |
enterprise general it-eng | inference retrieval agentic evaluation | Password resets, software access, VPN troubleshooting, common-issue runbook execution; escalate hardware + security to humans. | |
|
AR collections & dunning automation enterprise-healthcare-ar-collections-dunning |
enterprise healthcare finance | inference retrieval agentic evaluation | Automated payment-reminder cadences for unpaid invoices: polite first reminder, escalating tone, payment links, exception flagging for accounts needing human follow-up. | |
|
Invoice coding + approval routing enterprise-healthcare-invoice-coding-approvals |
enterprise healthcare finance | inference retrieval agentic multimodal evaluation | Receive vendor invoices, code to GL, route to approver based on amount + project, flag duplicates / unusual patterns. | |
|
AR collections & dunning automation enterprise-home-services-ar-collections-dunning |
enterprise home-services finance | inference retrieval agentic evaluation | Automated payment-reminder cadences for unpaid invoices: polite first reminder, escalating tone, payment links, exception flagging for accounts needing human follow-up. | |
|
Cash flow forecasting & alerts enterprise-home-services-cash-flow-forecast |
enterprise home-services finance | inference retrieval evaluation | Project cash position 4-13 weeks out from AR/AP/payroll trends. Alert on shortfall risk before it bites. | |
|
Expense + receipt categorization enterprise-home-services-expense-receipt-categorization |
enterprise home-services finance | inference multimodal evaluation | OCR receipts, categorize against chart-of-accounts, flag missing approvals, sync to accounting. Eliminates the monthly receipt-reconciliation slog. | |
|
AR collections & dunning automation enterprise-prof-services-ar-collections-dunning |
enterprise prof-services finance | inference retrieval agentic evaluation | Automated payment-reminder cadences for unpaid invoices: polite first reminder, escalating tone, payment links, exception flagging for accounts needing human follow-up. | |
|
Cash flow forecasting & alerts enterprise-prof-services-cash-flow-forecast |
enterprise prof-services finance | inference retrieval evaluation | Project cash position 4-13 weeks out from AR/AP/payroll trends. Alert on shortfall risk before it bites. | |
|
Expense + receipt categorization enterprise-prof-services-expense-receipt-categorization |
enterprise prof-services finance | inference multimodal evaluation | OCR receipts, categorize against chart-of-accounts, flag missing approvals, sync to accounting. Eliminates the monthly receipt-reconciliation slog. | |
|
Invoice coding + approval routing enterprise-prof-services-invoice-coding-approvals |
enterprise prof-services finance | inference retrieval agentic multimodal evaluation | Receive vendor invoices, code to GL, route to approver based on amount + project, flag duplicates / unusual patterns. | |
|
AR collections & dunning automation enterprise-restaurant-ar-collections-dunning |
enterprise restaurant finance | inference retrieval agentic evaluation | Automated payment-reminder cadences for unpaid invoices: polite first reminder, escalating tone, payment links, exception flagging for accounts needing human follow-up. | |
|
Cash flow forecasting & alerts enterprise-restaurant-cash-flow-forecast |
enterprise restaurant finance | inference retrieval evaluation | Project cash position 4-13 weeks out from AR/AP/payroll trends. Alert on shortfall risk before it bites. | |
|
Expense + receipt categorization enterprise-restaurant-expense-receipt-categorization |
enterprise restaurant finance | inference multimodal evaluation | OCR receipts, categorize against chart-of-accounts, flag missing approvals, sync to accounting. Eliminates the monthly receipt-reconciliation slog. | |
|
AR collections & dunning automation enterprise-retail-ar-collections-dunning |
enterprise retail finance | inference retrieval agentic evaluation | Automated payment-reminder cadences for unpaid invoices: polite first reminder, escalating tone, payment links, exception flagging for accounts needing human follow-up. | |
|
Cash flow forecasting & alerts enterprise-retail-cash-flow-forecast |
enterprise retail finance | inference retrieval evaluation | Project cash position 4-13 weeks out from AR/AP/payroll trends. Alert on shortfall risk before it bites. | |
|
Expense + receipt categorization enterprise-retail-expense-receipt-categorization |
enterprise retail finance | inference multimodal evaluation | OCR receipts, categorize against chart-of-accounts, flag missing approvals, sync to accounting. Eliminates the monthly receipt-reconciliation slog. | |
|
AR collections & dunning automation mid-market-financial-ar-collections-dunning |
mid-market financial finance | inference retrieval agentic evaluation | Automated payment-reminder cadences for unpaid invoices: polite first reminder, escalating tone, payment links, exception flagging for accounts needing human follow-up. | |
|
Financial close acceleration mid-market-financial-financial-close-acceleration |
mid-market financial finance | inference retrieval agentic evaluation | Reconciliation prep, journal entry suggestions, variance commentary drafts, anomaly detection during month-end close. | |
|
Invoice coding + approval routing mid-market-financial-invoice-coding-approvals |
mid-market financial finance | inference retrieval agentic multimodal evaluation | Receive vendor invoices, code to GL, route to approver based on amount + project, flag duplicates / unusual patterns. | |
|
AR collections & dunning automation mid-market-general-ar-collections-dunning |
mid-market general finance | inference retrieval agentic evaluation | Automated payment-reminder cadences for unpaid invoices: polite first reminder, escalating tone, payment links, exception flagging for accounts needing human follow-up. | |
|
Cash flow forecasting & alerts mid-market-general-cash-flow-forecast |
mid-market general finance | inference retrieval evaluation | Project cash position 4-13 weeks out from AR/AP/payroll trends. Alert on shortfall risk before it bites. | |
|
Code review + PR description assist mid-market-general-code-review-assistant |
mid-market general it-eng | inference retrieval agentic evaluation | Surface logic issues, style violations, missing tests; suggest PR description from diff; flag security-sensitive changes. | |
|
DevOps runbook + incident assist mid-market-general-devops-runbook-automation |
mid-market general it-eng | inference retrieval agentic evaluation | Suggest first-step diagnostics from alert context, link to runbooks, draft incident-summary updates, post-mortem skeletons. | |
|
Expense + receipt categorization mid-market-general-expense-receipt-categorization |
mid-market general finance | inference multimodal evaluation | OCR receipts, categorize against chart-of-accounts, flag missing approvals, sync to accounting. Eliminates the monthly receipt-reconciliation slog. | |
|
Financial close acceleration mid-market-general-financial-close-acceleration |
mid-market general finance | inference retrieval agentic evaluation | Reconciliation prep, journal entry suggestions, variance commentary drafts, anomaly detection during month-end close. | |
|
Internal knowledge / docs search mid-market-general-internal-knowledge-search |
mid-market general it-eng | inference retrieval evaluation | Semantic Q&A across Confluence/Notion/Slack/Drive: who owns what, how do we do X, where is policy on Y. | |
|
Invoice coding + approval routing mid-market-general-invoice-coding-approvals |
mid-market general finance | inference retrieval agentic multimodal evaluation | Receive vendor invoices, code to GL, route to approver based on amount + project, flag duplicates / unusual patterns. | |
|
Internal IT helpdesk (tier-1) mid-market-general-it-helpdesk-tier1 |
mid-market general it-eng | inference retrieval agentic evaluation | Password resets, software access, VPN troubleshooting, common-issue runbook execution; escalate hardware + security to humans. | |
|
AR collections & dunning automation mid-market-healthcare-ar-collections-dunning |
mid-market healthcare finance | inference retrieval agentic evaluation | Automated payment-reminder cadences for unpaid invoices: polite first reminder, escalating tone, payment links, exception flagging for accounts needing human follow-up. | |
|
Invoice coding + approval routing mid-market-healthcare-invoice-coding-approvals |
mid-market healthcare finance | inference retrieval agentic multimodal evaluation | Receive vendor invoices, code to GL, route to approver based on amount + project, flag duplicates / unusual patterns. | |
|
AR collections & dunning automation mid-market-home-services-ar-collections-dunning |
mid-market home-services finance | inference retrieval agentic evaluation | Automated payment-reminder cadences for unpaid invoices: polite first reminder, escalating tone, payment links, exception flagging for accounts needing human follow-up. | |
|
Cash flow forecasting & alerts mid-market-home-services-cash-flow-forecast |
mid-market home-services finance | inference retrieval evaluation | Project cash position 4-13 weeks out from AR/AP/payroll trends. Alert on shortfall risk before it bites. | |
|
Expense + receipt categorization mid-market-home-services-expense-receipt-categorization |
mid-market home-services finance | inference multimodal evaluation | OCR receipts, categorize against chart-of-accounts, flag missing approvals, sync to accounting. Eliminates the monthly receipt-reconciliation slog. | |
|
AR collections & dunning automation mid-market-prof-services-ar-collections-dunning |
mid-market prof-services finance | inference retrieval agentic evaluation | Automated payment-reminder cadences for unpaid invoices: polite first reminder, escalating tone, payment links, exception flagging for accounts needing human follow-up. | |
|
Cash flow forecasting & alerts mid-market-prof-services-cash-flow-forecast |
mid-market prof-services finance | inference retrieval evaluation | Project cash position 4-13 weeks out from AR/AP/payroll trends. Alert on shortfall risk before it bites. | |
|
Expense + receipt categorization mid-market-prof-services-expense-receipt-categorization |
mid-market prof-services finance | inference multimodal evaluation | OCR receipts, categorize against chart-of-accounts, flag missing approvals, sync to accounting. Eliminates the monthly receipt-reconciliation slog. | |
|
Invoice coding + approval routing mid-market-prof-services-invoice-coding-approvals |
mid-market prof-services finance | inference retrieval agentic multimodal evaluation | Receive vendor invoices, code to GL, route to approver based on amount + project, flag duplicates / unusual patterns. | |
|
AR collections & dunning automation mid-market-restaurant-ar-collections-dunning |
mid-market restaurant finance | inference retrieval agentic evaluation | Automated payment-reminder cadences for unpaid invoices: polite first reminder, escalating tone, payment links, exception flagging for accounts needing human follow-up. | |
|
Cash flow forecasting & alerts mid-market-restaurant-cash-flow-forecast |
mid-market restaurant finance | inference retrieval evaluation | Project cash position 4-13 weeks out from AR/AP/payroll trends. Alert on shortfall risk before it bites. | |
|
Expense + receipt categorization mid-market-restaurant-expense-receipt-categorization |
mid-market restaurant finance | inference multimodal evaluation | OCR receipts, categorize against chart-of-accounts, flag missing approvals, sync to accounting. Eliminates the monthly receipt-reconciliation slog. | |
|
AR collections & dunning automation mid-market-retail-ar-collections-dunning |
mid-market retail finance | inference retrieval agentic evaluation | Automated payment-reminder cadences for unpaid invoices: polite first reminder, escalating tone, payment links, exception flagging for accounts needing human follow-up. | |
|
Cash flow forecasting & alerts mid-market-retail-cash-flow-forecast |
mid-market retail finance | inference retrieval evaluation | Project cash position 4-13 weeks out from AR/AP/payroll trends. Alert on shortfall risk before it bites. | |
|
Expense + receipt categorization mid-market-retail-expense-receipt-categorization |
mid-market retail finance | inference multimodal evaluation | OCR receipts, categorize against chart-of-accounts, flag missing approvals, sync to accounting. Eliminates the monthly receipt-reconciliation slog. | |
|
Bookkeeping transaction categorization smb-accounting-bookkeeping-categorization |
smb prof-services finance | accounting | inference retrieval evaluation | Auto-categorize bank/CC transactions by client, learn from corrections, surface anomalies, draft month-end review. |
|
Seasonality-Aware Delinquency Outreach smb-financial-ag-delinquency-recovery |
smb financial finance | ag-lending | inference voice agentic | Manages automated outreach for delinquent farm loans by matching communication schedules with regional harvest and payment windows. It prevents premature collection actions by recognizing temporary seasonal cash-flow constraints. |
|
AR collections & dunning automation smb-financial-ar-collections-dunning |
smb financial finance | inference retrieval agentic evaluation | Automated payment-reminder cadences for unpaid invoices: polite first reminder, escalating tone, payment links, exception flagging for accounts needing human follow-up. | |
|
Farm Credit Administration Compliance Reporter smb-financial-fca-regulatory-reporting |
smb financial finance | ag-lending | inference retrieval evaluation | Aggregates and formats loan portfolio data to meet Farm Credit Administration reporting standards. It automates the classification of farm financial ratios for quarterly regulatory disclosures. |
|
AR collections & dunning automation smb-general-ar-collections-dunning |
smb general finance | inference retrieval agentic evaluation | Automated payment-reminder cadences for unpaid invoices: polite first reminder, escalating tone, payment links, exception flagging for accounts needing human follow-up. | |
|
Cash flow forecasting & alerts smb-general-cash-flow-forecast |
smb general finance | inference retrieval evaluation | Project cash position 4-13 weeks out from AR/AP/payroll trends. Alert on shortfall risk before it bites. | |
|
Code review + PR description assist smb-general-code-review-assistant |
smb general it-eng | inference retrieval agentic evaluation | Surface logic issues, style violations, missing tests; suggest PR description from diff; flag security-sensitive changes. | |
|
Expense + receipt categorization smb-general-expense-receipt-categorization |
smb general finance | inference multimodal evaluation | OCR receipts, categorize against chart-of-accounts, flag missing approvals, sync to accounting. Eliminates the monthly receipt-reconciliation slog. | |
|
AR collections & dunning automation smb-healthcare-ar-collections-dunning |
smb healthcare finance | inference retrieval agentic evaluation | Automated payment-reminder cadences for unpaid invoices: polite first reminder, escalating tone, payment links, exception flagging for accounts needing human follow-up. | |
|
AR collections & dunning automation smb-home-services-ar-collections-dunning |
smb home-services finance | inference retrieval agentic evaluation | Automated payment-reminder cadences for unpaid invoices: polite first reminder, escalating tone, payment links, exception flagging for accounts needing human follow-up. | |
|
Cash flow forecasting & alerts smb-home-services-cash-flow-forecast |
smb home-services finance | inference retrieval evaluation | Project cash position 4-13 weeks out from AR/AP/payroll trends. Alert on shortfall risk before it bites. | |
|
Expense + receipt categorization smb-home-services-expense-receipt-categorization |
smb home-services finance | inference multimodal evaluation | OCR receipts, categorize against chart-of-accounts, flag missing approvals, sync to accounting. Eliminates the monthly receipt-reconciliation slog. | |
|
Legal billable time capture + narrative smb-law-billable-time-capture |
smb prof-services finance | law | inference retrieval agentic evaluation | Auto-capture billable time from calendar/email/docs, draft client-friendly time-entry narratives, surface unbilled work. |
|
AR collections & dunning automation smb-prof-services-ar-collections-dunning |
smb prof-services finance | inference retrieval agentic evaluation | Automated payment-reminder cadences for unpaid invoices: polite first reminder, escalating tone, payment links, exception flagging for accounts needing human follow-up. | |
|
Cash flow forecasting & alerts smb-prof-services-cash-flow-forecast |
smb prof-services finance | inference retrieval evaluation | Project cash position 4-13 weeks out from AR/AP/payroll trends. Alert on shortfall risk before it bites. | |
|
Expense + receipt categorization smb-prof-services-expense-receipt-categorization |
smb prof-services finance | inference multimodal evaluation | OCR receipts, categorize against chart-of-accounts, flag missing approvals, sync to accounting. Eliminates the monthly receipt-reconciliation slog. | |
|
AR collections & dunning automation smb-restaurant-ar-collections-dunning |
smb restaurant finance | inference retrieval agentic evaluation | Automated payment-reminder cadences for unpaid invoices: polite first reminder, escalating tone, payment links, exception flagging for accounts needing human follow-up. | |
|
Cash flow forecasting & alerts smb-restaurant-cash-flow-forecast |
smb restaurant finance | inference retrieval evaluation | Project cash position 4-13 weeks out from AR/AP/payroll trends. Alert on shortfall risk before it bites. | |
|
Expense + receipt categorization smb-restaurant-expense-receipt-categorization |
smb restaurant finance | inference multimodal evaluation | OCR receipts, categorize against chart-of-accounts, flag missing approvals, sync to accounting. Eliminates the monthly receipt-reconciliation slog. | |
|
Restaurant food cost + waste analysis smb-restaurant-food-cost-variance |
smb restaurant finance | full-service | inference retrieval evaluation | Daily food cost reconciliation, recipe-cost vs actual variance, waste pattern detection, theoretical-vs-actual reporting. |
|
AR collections & dunning automation smb-retail-ar-collections-dunning |
smb retail finance | inference retrieval agentic evaluation | Automated payment-reminder cadences for unpaid invoices: polite first reminder, escalating tone, payment links, exception flagging for accounts needing human follow-up. | |
|
Cash flow forecasting & alerts smb-retail-cash-flow-forecast |
smb retail finance | inference retrieval evaluation | Project cash position 4-13 weeks out from AR/AP/payroll trends. Alert on shortfall risk before it bites. | |
|
Expense + receipt categorization smb-retail-expense-receipt-categorization |
smb retail finance | inference multimodal evaluation | OCR receipts, categorize against chart-of-accounts, flag missing approvals, sync to accounting. Eliminates the monthly receipt-reconciliation slog. | |
|
AR collections & dunning automation solopreneur-financial-ar-collections-dunning |
solopreneur financial finance | inference retrieval agentic evaluation | Automated payment-reminder cadences for unpaid invoices: polite first reminder, escalating tone, payment links, exception flagging for accounts needing human follow-up. | |
|
AR collections & dunning automation solopreneur-general-ar-collections-dunning |
solopreneur general finance | inference retrieval agentic evaluation | Automated payment-reminder cadences for unpaid invoices: polite first reminder, escalating tone, payment links, exception flagging for accounts needing human follow-up. | |
|
Expense + receipt categorization solopreneur-general-expense-receipt-categorization |
solopreneur general finance | inference multimodal evaluation | OCR receipts, categorize against chart-of-accounts, flag missing approvals, sync to accounting. Eliminates the monthly receipt-reconciliation slog. | |
|
AR collections & dunning automation solopreneur-healthcare-ar-collections-dunning |
solopreneur healthcare finance | inference retrieval agentic evaluation | Automated payment-reminder cadences for unpaid invoices: polite first reminder, escalating tone, payment links, exception flagging for accounts needing human follow-up. | |
|
AR collections & dunning automation solopreneur-home-services-ar-collections-dunning |
solopreneur home-services finance | inference retrieval agentic evaluation | Automated payment-reminder cadences for unpaid invoices: polite first reminder, escalating tone, payment links, exception flagging for accounts needing human follow-up. | |
|
Expense + receipt categorization solopreneur-home-services-expense-receipt-categorization |
solopreneur home-services finance | inference multimodal evaluation | OCR receipts, categorize against chart-of-accounts, flag missing approvals, sync to accounting. Eliminates the monthly receipt-reconciliation slog. | |
|
AR collections & dunning automation solopreneur-prof-services-ar-collections-dunning |
solopreneur prof-services finance | inference retrieval agentic evaluation | Automated payment-reminder cadences for unpaid invoices: polite first reminder, escalating tone, payment links, exception flagging for accounts needing human follow-up. | |
|
Expense + receipt categorization solopreneur-prof-services-expense-receipt-categorization |
solopreneur prof-services finance | inference multimodal evaluation | OCR receipts, categorize against chart-of-accounts, flag missing approvals, sync to accounting. Eliminates the monthly receipt-reconciliation slog. | |
|
AR collections & dunning automation solopreneur-restaurant-ar-collections-dunning |
solopreneur restaurant finance | inference retrieval agentic evaluation | Automated payment-reminder cadences for unpaid invoices: polite first reminder, escalating tone, payment links, exception flagging for accounts needing human follow-up. | |
|
Expense + receipt categorization solopreneur-restaurant-expense-receipt-categorization |
solopreneur restaurant finance | inference multimodal evaluation | OCR receipts, categorize against chart-of-accounts, flag missing approvals, sync to accounting. Eliminates the monthly receipt-reconciliation slog. | |
|
AR collections & dunning automation solopreneur-retail-ar-collections-dunning |
solopreneur retail finance | inference retrieval agentic evaluation | Automated payment-reminder cadences for unpaid invoices: polite first reminder, escalating tone, payment links, exception flagging for accounts needing human follow-up. | |
|
Expense + receipt categorization solopreneur-retail-expense-receipt-categorization |
solopreneur retail finance | inference multimodal evaluation | OCR receipts, categorize against chart-of-accounts, flag missing approvals, sync to accounting. Eliminates the monthly receipt-reconciliation slog. |